Meet LLM Visibility™
See what AI says about your brand before your customers do.
As users shift to AI answers, traditional SEO tools miss half the story. LLM Visibility shows if your brand appears, where it ranks in queries, the sentiment, and your share of voice.

LLM Visibility delivers a cross-LLM brand tracking system — monitoring ChatGPT, Gemini, and Perplexity to give you the insights you need to stay discoverable in generative search.





Major AI Models in One Dashboard
Cross-LLM Visibility Tracker
Boost in AI Share‑of‑Voice
Monthly AI Brand Mentions Monitored
What Is LLM Visibility™?

LLM Visibility™ by Search Atlas is the first enterprise-ready platform to measure brand mentions, sentiment, share of voice, and how you rank inside AI-powered search and chatbot answers.
Marketers are losing visibility as users use more AI interfaces. Traditional analysis tools don’t capture this. LLM Visibility was built to close that gap — so you can optimize for the new search frontier.
See Brand Mentions Inside
AI Answers
Instantly track if ChatGPT,
Gemini, and Perplexity cite
your brand.
Monitor Sentiment in Real Time
Know if AI portrays your brand positively, negatively, or neutrally.
Measure Share of Voice Across LLMs
Benchmark visibility against competitors inside AI-generated search results.
Check Placement in AI Responses
See if you’re mentioned first, last, or skipped entirely.
Optimize Content for AI Discoverability
Understand what LLMs cite and adapt content to influence answers.
The 5-Stage to Analyze and Increase Visibility
As users shift to AI answers, traditional SEO tools miss half the story. LLM Visibility shows if your brand appears, where it ranks in queries, the sentiment, and your share of voice.

Cross-LLM Monitoring
See your presence across ChatGPT, Gemini, Perplexity, and SearchGPT, and whether you’re mentioned first, last, or buried in the middle of responses.

Sentiment Analysis
Understand whether AI mentions portray you positively, neutrally, or negatively.

Competitor Benchmarking
Compare your brand’s share of voice against direct competitors and spot which queries you’re losing.

Historical Trends
Track visibility shifts over time to measure how campaigns, PR, and new content impact AI mentions.

Visibility Growth Actions
Close content gaps, boost entity alignment, improve reputation signals, expand citations, and monitor trends to grow AI visibility.
LLM Visibility vs Other Tools
Only LLM Visibility measures what AI says about your brand — not just what social media users say.
Effortless to Use in 3 Simple Steps
No matter your growth stage, OTTO has a plan designed to keep your SEO live, powerful, and in your control.

Select Your Brand + Competitors
Add your brand name, domain, and competitor set you want to monitor.

Choose LLM Sources
Track ChatGPT, Gemini, and Perplexity, responses in real time.

View Insights, Trends, and Alerts
See mentions, sentiment, share of voice, and competitor comparisons.
Who Gets the Most Out of LLM Visibility™
Enterprise Brands & Agencies
Add AI visibility reporting to monthly brand health dashboards.
Digital Marketing Teams
Understand your brand’s share of voice in emerging channels.
SEO & PR Professionals
Benchmark competitors and track how AI tools describe your brand.
Crisis & Reputation Managers
Get alerted when negative sentiment appears in LLM responses.
See Exactly Where You Rank in AI Answers
LLM Visibility doesn’t just tell you if your brand is mentioned, it shows where you appear inside responses. Are you cited first, buried last, or missing entirely? Knowing your placement is critical because users tend to trust the first entities listed in AI answers. With LLM Visibility, you finally get the full picture of brand prominence in AI-driven discovery.

Measure Share of Voice Across AI Platforms
LLM Visibility calculates your share of voice across ChatGPT, Gemini, Perplexity, and SearchGPT, letting you see what percentage of relevant answers reference your brand compared to competitors. This competitive intelligence helps you prove leadership in your category, identify gaps, and adjust strategy to capture more AI visibility. It’s the only way to quantify your brand’s real footprint in generative search.

Monitor Brand Sentiment in Real Time
LLM Visibility analyzes the sentiment of AI-generated answers in real time, tagging mentions as positive, neutral, or negative. This gives you early-warning signals when chatbots present your brand inaccurately or unfavorably. Instead of waiting for issues to surface on social media, you can proactively protect reputation where customers are already searching.

Frequently Asked Questions
What are Large Language Models (LLMs)?
LLMs are advanced AI systems like ChatGPT, Gemini, and Perplexity that generate human-like text, answer questions, and increasingly power search experiences.
Why does it matter to get mentioned in LLM answers?
Consumers increasingly rely on AI chatbots for recommendations. If your brand isn’t cited, competitors win attention before users even visit Google.
Why is share of voice in AI responses important?
Share of voice measures what percentage of relevant answers mention your brand compared to competitors. It shows who dominates AI visibility.
Why should I analyze sentiment in LLM outputs?
It’s not enough to be mentioned — how you’re described matters. Negative AI framing can erode trust before customers reach your site.
What is LLM Visibility?
LLM Visibility is a Search Atlas tool that tracks how often your brand appears inside AI-generated answers (ChatGPT, Gemini, Perplexity, SearchGPT), along with sentiment and competitor benchmarks.
How does LLM Visibility work?
The tool monitors multiple AI platforms, identifies where your brand appears in responses, analyzes tone, benchmarks competitors, and provides growth recommendations.
Which AI models does LLM Visibility track?
Currently, it covers ChatGPT, Gemini, Perplexity, and SearchGPT, with more to come as new models shape the search landscape.
Can I see if my brand is first or last in AI answers?
Yes. LLM Visibility shows your exact position in AI responses — whether you’re cited first, last, or skipped completely.
How do I use LLM Visibility?
Simply connect your brand profile inside the Search Atlas dashboard. Add competitors, select AI platforms, and view your visibility, sentiment, and share of voice in real time.
Can I track competitors as well?
Yes. You can benchmark against competitors to see where they appear in AI responses and how they compare on share of voice.
How often is the data refreshed?
Mentions and sentiment are tracked in near real time, with historical records available to measure growth over weeks and months.
How accurate is the sentiment analysis?
LLM Visibility uses semantic context models to classify mentions as positive, negative, or neutral. Scores are transparent and continuously validated across multiple LLM versions.
What insights can I take from this data?
You can identify content gaps, monitor reputation risks, prove competitive advantage, and guide strategy to increase how often AI models cite your brand.
Does it integrate with other SEO tools?
Yes. LLM Visibility is part of Site Metrics in Search Atlas, meaning you can analyze AI visibility alongside your SERP and SEO data.
Who should use LLM Visibility?
Enterprise brands, agencies, and marketers who want to understand and grow their presence in the fast-rising channel of AI-powered search.
They Started Using LLM Visibility, Now They’re Showing Up in AI Search







